Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 04:55 UTC
lk-geimfari / mimesis
Mimesis is a fast Python library for generating fake data in multiple languages.
lk-geimfari/mimesis holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Community & Adoption (87/100) and lowest on Security (46/100). It was last updated today. A single contributor accounts for most of its recent work.
70
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
70
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
IsaakPersonal account
402 followers21 public repossince Nov 2015
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | mimesis | 20.0.0 | 2,330,944 | 63 | 0 days ago | datadatabasedataframedatascincedummyfactoryfactory-boyfakefakerfixturesgeneratemimesismockpandaspolarspopulatepytestschematesting |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
70
Development activity
62Moderate
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 5.5/36 | Commit cadence — 8/52 weeks with commits |
| 15.2/18 | Commit volume — 48 commits in the last year |
| 5/10 | OpenSSF Scorecard: Maintained — 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
Inputs used
| commits_last_year | 48 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 8 |
Release discipline
83Good
How it's scored
| 27/27 | Ships releases — 65 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 19.8/27 | Release cadence — a release every ~100.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 65 |
| latest_release_tag | v20.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 100.2 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
87
Popularity & adoption
91Excellent
How it's scored
| 59.8/60 | Stars — 4,829 stars |
| 21.3/25 | Forks — 359 forks |
| 9.6/15 | Watchers — 54 watchers |
Inputs used
| forks | 359 |
| stars | 4,829 |
| watchers | 54 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
72Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 2,330,944 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | mimesis |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,330,944 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
65
Maintainer resilience (bus factor)
38At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 5/22.5 | Commit distribution — top contributor authored 78% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 38 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 100 |
| top_contributor_share | 0.779 |
How it's scored
| 45.6/46.8 | Issue resolution — 98% of issues closed |
| 21.3/38.3 | PR acceptance — 714/1,284 decided PRs merged |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 5/24 approved changesets -- score normalized to 2 |
Inputs used
| merged_prs | 714 |
| open_issues | 9 |
| closed_issues | 355 |
| issue_closed_ratio | 0.975 |
| closed_unmerged_prs | 570 |
Ownership & stewardship
63Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 18.7/25 | Owner reach — 402 followers of lk-geimfari |
| 21.8/25 | Track record — 21 public repos, account ~10 yr old |
Inputs used
| followers | 402 |
| owner_type | User |
| is_verified | — |
| owner_login | lk-geimfari |
| public_repos | 21 |
| account_age_days | 3,897 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 63 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | mimesis |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
80
Engineering practices
74Good
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://mimesis.name |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 0/10 | Wiki |
Inputs used
| topics | data, dataframe, datascience, dummy, factory, factory-boy, fake, fixtures, generator, json-generator, mimesis, mock, pandas, polars, python, relational, schema, syntetic, synthetic-data, testing |
| has_wiki | no |
| homepage | https://mimesis.name |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
46
Security posture
46At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 5/24 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 38 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 3.8/7.5 | Maintained — 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 15 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.6 |
Excluded from scoring (no data or not applicable): branch_protection, packaging. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
49
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile, docs/Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — mimesis/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile, docs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | mimesis/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (mimesis/py.typed) |
| 52.4/55 | Manageable file sizes — 5/106 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 264,548 |
| source_files_sampled | 106 |
| oversized_source_files | 5 |
Key facts
4,829GitHub stars
100contributors
48commits, last 12 months
0days since last push
65releases
1bus factor
9open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.6 / 10
4.6aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 7 out of 7 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 5/24 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 38 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 5 | Maintained | 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 15 existing vulnerabilities detected |
All dependencies 81
Full resolved dependency set from the GitHub dependency graph: 0 direct and 81 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | accessible-pygments | 0.0.5 | indirect |
| PyPI | alabaster | 0.7.16 | indirect |
| PyPI | babel | 2.17.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | beautifulsoup4 | 4.15.0 | indirect |
| PyPI | certifi | 2025.4.26 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | charset-normalizer | 3.4.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.8.0 | indirect |
| PyPI | cryptography | 44.0.2 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | exceptiongroup | 1.2.2 | indirect |
| PyPI | factory-boy | 3.3.3 | indirect |
| PyPI | faker | 37.1.0 | indirect |
| PyPI | furo | 2025.12.19 | indirect |
| PyPI | id | 1.5.0 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | imagesize | 1.4.1 | indirect |
| PyPI | importlib-metadata | 8.6.1 | indirect |
| PyPI | inflection | 0.5.1 | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.0.1 | indirect |
| PyPI | jaraco-functools | 4.1.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | keyring | 25.6.0 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mimesis | 20.0.0 | indirect |
| PyPI | more-itertools | 10.7.0 | indirect |
| PyPI | mslex | 1.3.0 | indirect |
| PyPI | mypy | 1.15.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nh3 | 0.2.21 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | pluggy | 1.5.0 | indirect |
| PyPI | psutil | 6.1.1 | indirect |
| PyPI | pycparser | 2.22 | indirect |
| PyPI | pygments | 2.19.1 | indirect |
| PyPI | pytest | 7.4.4 | indirect |
| PyPI | pytest-cov | 4.1.0 | indirect |
| PyPI | pytest-factoryboy | 2.7.0 | indirect |
| PyPI | pytest-mock | 3.14.0 | indirect |
| PyPI | pytest-randomly | 3.16.0 | indirect |
| PyPI | pytest-repeat | 0.9.4 | indirect |
| PyPI | pytz | 2023.4 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | readme-renderer | 44.0 | indirect |
| PyPI | requests | 2.32.3 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rich | 14.0.0 | indirect |
| PyPI | ruff | 0.15.21 | indirect |
| PyPI | secretstorage | 3.3.3 | indirect |
| PyPI | snowballstemmer | 2.2.0 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | sphinx | 7.2.6 | indirect |
| PyPI | sphinx | 7.4.7 | indirect |
| PyPI | sphinx-autodoc-typehints | 1.23.0 | indirect |
| PyPI | sphinx-autodoc-typehints | 1.25.3 | indirect |
| PyPI | sphinx-basic-ng | 1.0.0b2 | indirect |
| PyPI | sphinx-copybutton | 0.5.2 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | taskipy | 1.14.1 | indirect |
| PyPI | tomli | 2.2.1 | indirect |
| PyPI | twine | 6.1.0 | indirect |
| PyPI | types-pytz | 2023.4.0.20240130 | indirect |
| PyPI | typing-extensions | 4.13.2 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | urllib3 | 2.4.0 | indirect |
| PyPI | validators | 0.20.0 | indirect |
| PyPI | zipp | 3.21.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"data",
"dataframe",
"datascience",
"dummy",
"factory",
"factory-boy",
"fake",
"fixtures",
"generator",
"json-generator",
"mimesis",
"mock",
"pandas",
"polars",
"python",
"relational",
"schema",
"syntetic",
"synthetic-data",
"testing"
],
"is_fork": false,
"size_kb": 36685,
"has_wiki": false,
"homepage": "https://mimesis.name",
"languages": {
"Shell": 1207,
"Python": 1302583,
"Makefile": 1012
},
"pushed_at": "2026-07-15T03:06:13Z",
"created_at": "2016-09-09T21:41:22Z",
"owner_type": "User",
"updated_at": "2026-07-14T21:59:53Z",
"description": "Mimesis is a fast Python library for generating fake data in multiple languages.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://isaak.dev",
"name": "Isaak",
"type": "User",
"login": "lk-geimfari",
"company": null,
"followers": 402,
"avatar_url": "https://avatars.githubusercontent.com/u/15812620?v=4",
"created_at": "2015-11-12T07:35:49Z",
"is_verified": null,
"public_repos": 21,
"account_age_days": 3897
},
"activity": {
"releases_count": 65,
"commits_last_year": 48,
"latest_release_at": "2026-07-14T21:18:56Z",
"latest_release_tag": "v20.0.0",
"days_since_last_push": 0,
"active_weeks_last_year": 8,
"days_since_latest_release": 0,
"mean_days_between_releases": 100.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 71,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "mimesis",
"exists": true,
"license": "MIT",
"keywords": [
"data",
"database",
"dataframe",
"datascince",
"dummy",
"factory",
"factory_boy",
"fake",
"faker",
"fixtures",
"generate",
"mimesis",
"mock",
"pandas",
"polars",
"populate",
"pytest",
"schema",
"testing",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Python :: Implementation :: CPython",
"Programming Language :: Python :: Implementation :: PyPy",
"Topic :: Software Development",
"Topic :: Software Development :: Testing",
"Topic :: Utilities"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/mimesis/",
"is_deprecated": false,
"latest_version": "20.0.0",
"repository_url": "https://github.com/lk-geimfari/mimesis",
"versions_count": 63,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2330944,
"first_published_at": "2017-07-15T18:46:35.623041Z",
"latest_published_at": "2026-07-14T21:19:17.349414Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 359,
"stars": 4829,
"watchers": 54,
"open_issues_and_prs": 15
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile",
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"mimesis/py.typed"
],
"largest_source_bytes": 264548,
"source_files_sampled": 106,
"oversized_source_files": 5,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"docs/requirements.txt",
"pyproject.toml"
],
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "accessible-pygments",
"direct": false,
"version": "0.0.5",
"ecosystem": "pypi"
},
{
"name": "alabaster",
"direct": false,
"version": "0.7.16",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.17.0",
"ecosystem": "pypi"
},
{
"name": "backports-tarfile",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2025.4.26",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.1",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.8.0",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": false,
"version": "44.0.2",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.2.1",
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": "0.21.2",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "factory-boy",
"direct": false,
"version": "3.3.3",
"ecosystem": "pypi"
},
{
"name": "faker",
"direct": false,
"version": "37.1.0",
"ecosystem": "pypi"
},
{
"name": "furo",
"direct": false,
"version": "2025.12.19",
"ecosystem": "pypi"
},
{
"name": "id",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.10",
"ecosystem": "pypi"
},
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"value": 72,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"packages": [
"mimesis"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2330944
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,330,944 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2330944,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 65,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 38,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 100,
"top_contributor_share": 0.779
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 78% of commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 78
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 38 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"merged_prs": 714,
"open_issues": 9,
"closed_issues": 355,
"issue_closed_ratio": 0.975,
"closed_unmerged_prs": 570
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "98% of issues closed",
"points": 45.6,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 98
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "714/1284 decided PRs merged",
"points": 21.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 714,
"decided": 1284
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 5/24 approved changesets -- score normalized to 2",
"points": 3,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 63,
"inputs": {
"followers": 402,
"owner_type": "User",
"is_verified": null,
"owner_login": "lk-geimfari",
"public_repos": 21,
"account_age_days": 3897
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "402 followers of lk-geimfari",
"points": 18.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 402,
"login": "lk-geimfari"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "21 public repos, account ~10 yr old",
"points": 21.8,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 21
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"mimesis"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "63 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 63
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 80,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"data",
"dataframe",
"datascience",
"dummy",
"factory",
"factory-boy",
"fake",
"fixtures",
"generator",
"json-generator",
"mimesis",
"mock",
"pandas",
"polars",
"python",
"relational",
"schema",
"syntetic",
"synthetic-data",
"testing"
],
"has_wiki": false,
"homepage": "https://mimesis.name",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://mimesis.name",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 46,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 46,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.6
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "7 out of 7 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 5/24 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 38 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "15 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 49,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile",
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"mimesis/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "mimesis/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "mimesis/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 264548,
"source_files_sampled": 106,
"oversized_source_files": 5
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (mimesis/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "mimesis/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "5/106 source files over 60KB",
"points": 52.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 106,
"oversized": 5
}
}
],
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}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-15T04:55:14.580578Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/lk-geimfari/mimesis.svg",
"full_name": "lk-geimfari/mimesis",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.